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Impulsive Control for Continuous-Time Markov Decision Processes: A Linear Programming Approach.

Authors :
Dufour, F.
Piunovskiy, A.
Source :
Applied Mathematics & Optimization. Aug2016, Vol. 74 Issue 1, p129-161. 33p.
Publication Year :
2016

Abstract

In this paper, we investigate an optimization problem for continuous-time Markov decision processes with both impulsive and continuous controls. We consider the so-called constrained problem where the objective of the controller is to minimize a total expected discounted optimality criterion associated with a cost rate function while keeping other performance criteria of the same form, but associated with different cost rate functions, below some given bounds. Our model allows multiple impulses at the same time moment. The main objective of this work is to study the associated linear program defined on a space of measures including the occupation measures of the controlled process and to provide sufficient conditions to ensure the existence of an optimal control. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00954616
Volume :
74
Issue :
1
Database :
Academic Search Index
Journal :
Applied Mathematics & Optimization
Publication Type :
Academic Journal
Accession number :
116622518
Full Text :
https://doi.org/10.1007/s00245-015-9310-8